Portfolio
Data Analysis and Predictive Modeling
I conducted multiple data analysis projects by using R, and focused on interpreting, engineering data and building models with the principles of machine learning. My projects response to the solutions for real-world concerns in resource allocation.
Bike share space-time prediction, Philadelphia
The algorithm model aims to predict Indego bike share demand in Philadelphia by taking time, physical and socio-economic factors into account. The model can assist Indego to better allocate bike resources based on demand varying across time and space.
Retail theft risk prediction, Chicago 
Spatial analysis
I also equipped myself with ArcGIS to work on spatial analysis with a focus on visualization trough map renderings:
- TOD analysis in Philadelphia
- Urban Growth Boundary in Lancaster County
- Urban Growth VS. Development Suitability
Map visualization
- Base map: East Kensington, Philadelphia
- Base map: Phoenixville, PA
Infographics and icons
- Infographics for demographics in East Kensington, Philadelphia
